TY - JOUR
T1 - Aerodynamic optimization design of wing under the interaction of propeller slipstream
AU - Xu, Jiakuan
AU - Bai, Junqiang
AU - Huang, Jiangtao
AU - Qiao, Lei
AU - Dong, Jianhong
AU - Lei, Wutao
N1 - Publisher Copyright:
©, 2014, Hangkong Xuebao/Acta Aeronautica et Astronautica Sinica. All right reserved.
PY - 2014/11/25
Y1 - 2014/11/25
N2 - The propeller slipstream effects usually create large difference to the flow field around wings, nacelles and other parts of turboprop aircraft compared with no slipstream effect. Thus, the slipstream effects should be taken into account in aerodynamic design of wings, leading to better aerodynamic characteristics under real flying condition which includes slipstream effects. Propeller slipstream is simulated using multiple reference frames (MRF) quasi-steady method based on Reynolds-averaged Navier-Stokes equations. Free form deformation (FFD) technology is used for parameterization of wings. A grid deformation method based on radial basis functions (RBF) interpolation is embedded in optimization for rapid grid regeneration. After the aerodynamic data of wing samples is obtained, a Kriging surrogate model is trained with these original samples and iteratively improved with EI (Expected Improvement) through optimization. Combining random weighted particle swarm optimization (PSO) algorithm with aforementioned methods, the optimization system is established. The optimization design result of a certain turboprop aircraft using this optimization system indicates that the wing and nacelle of the optimized configuration have a drag reduction of 3.98 counts and lift-drag ratio increase by 3.325% in cruising state. Therefore, the numerical method and the optimization system used are practical and valuable for wing design under slipstream effects.
AB - The propeller slipstream effects usually create large difference to the flow field around wings, nacelles and other parts of turboprop aircraft compared with no slipstream effect. Thus, the slipstream effects should be taken into account in aerodynamic design of wings, leading to better aerodynamic characteristics under real flying condition which includes slipstream effects. Propeller slipstream is simulated using multiple reference frames (MRF) quasi-steady method based on Reynolds-averaged Navier-Stokes equations. Free form deformation (FFD) technology is used for parameterization of wings. A grid deformation method based on radial basis functions (RBF) interpolation is embedded in optimization for rapid grid regeneration. After the aerodynamic data of wing samples is obtained, a Kriging surrogate model is trained with these original samples and iteratively improved with EI (Expected Improvement) through optimization. Combining random weighted particle swarm optimization (PSO) algorithm with aforementioned methods, the optimization system is established. The optimization design result of a certain turboprop aircraft using this optimization system indicates that the wing and nacelle of the optimized configuration have a drag reduction of 3.98 counts and lift-drag ratio increase by 3.325% in cruising state. Therefore, the numerical method and the optimization system used are practical and valuable for wing design under slipstream effects.
KW - Free form deformation technique
KW - Kriging surrogate model
KW - Multiple reference frame
KW - Particle swarm optimization algorithm
KW - Radial basis function
KW - Slipstream interaction
UR - http://www.scopus.com/inward/record.url?scp=84916218202&partnerID=8YFLogxK
U2 - 10.7527/S1000-6893.2014.0044
DO - 10.7527/S1000-6893.2014.0044
M3 - 文章
AN - SCOPUS:84916218202
SN - 1000-6893
VL - 35
SP - 2910
EP - 2920
JO - Hangkong Xuebao/Acta Aeronautica et Astronautica Sinica
JF - Hangkong Xuebao/Acta Aeronautica et Astronautica Sinica
IS - 11
ER -